# AI use cases for Awesome GPT Image 2 5 Prompts (youart-open-source/awesome-gpt-image-2-5-prompts)

Repo: [youart-open-source/awesome-gpt-image-2-5-prompts](https://github.com/youart-open-source/awesome-gpt-image-2-5-prompts) | Use cases: 5 | Page: https://dedupedai.com/use-cases/youart-open-source-awesome-gpt-image-2-5-prompts/

A library of 150 GPT Image prompts, copied verbatim from the people who published them, credited to their authors and grouped by use case.

This file holds every use case of this repo. Each one starts with a "## " heading and ends with its URL.

- Turn a credited poster prompt into your own campaign visual: https://dedupedai.com/use-cases/youart-open-source-awesome-gpt-image-2-5-prompts/build-poster-from-credited-prompt/
- Generate a repeatable product shot series from the JSON data: https://dedupedai.com/use-cases/youart-open-source-awesome-gpt-image-2-5-prompts/batch-product-shots-from-json/
- Render ad creative with exact on-image copy: https://dedupedai.com/use-cases/youart-open-source-awesome-gpt-image-2-5-prompts/ad-creative-with-exact-copy/
- Create a character turnaround sheet for one design: https://dedupedai.com/use-cases/youart-open-source-awesome-gpt-image-2-5-prompts/character-turnaround-sheet/
- Find unfilled placeholders before a batch run: https://dedupedai.com/use-cases/youart-open-source-awesome-gpt-image-2-5-prompts/audit-placeholders-before-batch-run/

## How to turn a credited poster prompt into your own campaign visual with Awesome GPT Image 2 5 Prompts

Repo: [youart-open-source/awesome-gpt-image-2-5-prompts](https://github.com/youart-open-source/awesome-gpt-image-2-5-prompts) | Difficulty: Beginner | Time: 15 minutes | Basis: From the README

Pick a tested poster prompt, swap in your own title and palette, and render a layout-first image.

**Who it is for:** A marketer or indie designer who needs a poster, flyer or event visual and has no tested prompt to start from.

**The problem:** Writing a poster prompt from scratch often produces a nice picture with the wrong layout, the wrong words or no clear hierarchy.

**The outcome:** An adapted poster prompt that keeps the author's layout decisions and carries your own title, copy and colours, with the original author credited.

### Steps

1. Open the poster use case file at `prompts/gpt-image-2-5-poster-prompts.md`.
2. Choose a prompt whose format and layout match your need, such as a teaser, flyer, travel poster or album cover.
3. Copy the whole prompt out of its code block without paraphrasing it.
4. Replace each curly-brace token and bracketed capital placeholder with your own value.
5. Change only the subject, copy and palette, then run the prompt and keep the author credit with your notes.

### Prompt to paste into your agent

```text
Using the poster prompts in prompts/gpt-image-2-5-poster-prompts.md from the awesome-gpt-image-2-5-prompts repo, take the prompt that best fits <target poster brief>, replace every curly-brace and bracketed-capital placeholder with the values in <brief values>, and return the finished prompt text. Verify that no placeholder token such as {NAME} or [BRAND NAME] remains in the output.
```

### Caveat

The README says the prompts are reproduced verbatim from their authors, so adapt only the parts meant to change and keep the credit attached.

Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/

URL: https://dedupedai.com/use-cases/youart-open-source-awesome-gpt-image-2-5-prompts/build-poster-from-credited-prompt/

## How to generate a repeatable product shot series from the JSON data with Awesome GPT Image 2 5 Prompts

Repo: [youart-open-source/awesome-gpt-image-2-5-prompts](https://github.com/youart-open-source/awesome-gpt-image-2-5-prompts) | Difficulty: Intermediate | Time: 30 minutes | Basis: From the README

Filter the product photo prompts in data/prompts.json and reuse one lighting setup across a product line.

**Who it is for:** An ecommerce team or developer producing catalogue imagery for many products with the same look.

**The problem:** Each product shot is written by hand, so lighting, surface and camera position drift between items and the catalogue looks inconsistent.

**The outcome:** A set of product prompts built from one verified template, with only the product name and details changed for each item.

### Steps

1. Open `data/prompts.json` and filter for the product photo use case.
2. Pick one prompt whose lighting, surface and camera description you want to keep.
3. Write a small script that fills the placeholder tokens from a list of your products. (inferred, check the README)
4. Run each filled prompt through the same GPT Image model and save the outputs with the product name.
5. Compare the set and keep only the prompts that reproduce the look across products.

### Prompt to paste into your agent

```text
In the awesome-gpt-image-2-5-prompts repo, read data/prompts.json, select the product photo prompt that best matches <product category>, and fill its placeholder tokens for each product listed in <product list>. Return one prompt per product. Verify that each output keeps the original lighting and camera wording and contains no leftover curly-brace or bracketed-capital tokens.
```

### Caveat

The README notes that the prompts are third-party work with their own terms, so check the author credit and usage terms before using them commercially.

Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/

URL: https://dedupedai.com/use-cases/youart-open-source-awesome-gpt-image-2-5-prompts/batch-product-shots-from-json/

## How to render ad creative with exact on-image copy with Awesome GPT Image 2 5 Prompts

Repo: [youart-open-source/awesome-gpt-image-2-5-prompts](https://github.com/youart-open-source/awesome-gpt-image-2-5-prompts) | Difficulty: Beginner | Time: 15 minutes | Basis: From the README

Use ad prompts that quote their text so the headline and call to action appear as written.

**Who it is for:** A social media or paid ads marketer who needs a banner or key visual with a specific headline and offer text.

**The problem:** Generated ads often misspell or change the required copy, or place the text where the layout cannot hold it.

**The outcome:** An ad image with the exact quoted copy placed in the frame as the prompt specifies, ready for a review pass.

### Steps

1. Open `prompts/gpt-image-2-5-ad-creative-prompts.md`.
2. Choose an ad prompt whose quoted text and placement fit your campaign.
3. Replace the quoted strings with your exact headline and call to action, keeping the quote marks.
4. Run the prompt and check every rendered word against your copy deck.
5. Keep the author credit with the saved prompt and the final image.

### Prompt to paste into your agent

```text
Using the ad creative prompts in prompts/gpt-image-2-5-ad-creative-prompts.md from the awesome-gpt-image-2-5-prompts repo, choose the prompt that fits <campaign brief], replace its quoted strings with the copy in <copy deck>, and return the prompt. Verify that every quoted string matches the copy deck character for character.
```

### Caveat

The README's examples were generated on YouArt, so the exact text rendering on another platform may differ from the published images.

Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/

URL: https://dedupedai.com/use-cases/youart-open-source-awesome-gpt-image-2-5-prompts/ad-creative-with-exact-copy/

## How to create a character turnaround sheet for one design with Awesome GPT Image 2 5 Prompts

Repo: [youart-open-source/awesome-gpt-image-2-5-prompts](https://github.com/youart-open-source/awesome-gpt-image-2-5-prompts) | Difficulty: Beginner | Time: 15 minutes | Basis: From the README

Adapt a character design prompt that asks for several views of one character in a single image.

**Who it is for:** A game, animation or illustration creator who needs a consistent character reference to reuse across scenes.

**The problem:** Single character images do not show the design from enough angles to keep it consistent later.

**The outcome:** A reference sheet with several views of one character, which you can use as the base for later images.

### Steps

1. Open `prompts/gpt-image-2-5-character-design-prompts.md`.
2. Pick a prompt that asks for a sheet, such as a turnaround, expression grid or equipment breakdown.
3. Copy the prompt and replace the character description with your own.
4. Run the prompt and check that every view shows the same costume, colours and proportions.
5. Save the sheet and the prompt together so you can reuse the design.

### Prompt to paste into your agent

```text
In the awesome-gpt-image-2-5-prompts repo, open prompts/gpt-image-2-5-character-design-prompts.md, pick a turnaround sheet prompt, and replace its character description with <character description>. Return the adapted prompt. Verify that it still asks for several views of one character in a single image.
```

### Caveat

The README describes the sheet pattern as the useful one, but it does not guarantee that every view will match, so check the result.

Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/

URL: https://dedupedai.com/use-cases/youart-open-source-awesome-gpt-image-2-5-prompts/character-turnaround-sheet/

## How to find unfilled placeholders before a batch run with Awesome GPT Image 2 5 Prompts

Repo: [youart-open-source/awesome-gpt-image-2-5-prompts](https://github.com/youart-open-source/awesome-gpt-image-2-5-prompts) | Difficulty: Intermediate | Time: 30 minutes | Basis: From the README

Scan the prompt data for template tokens so none are drawn into the images by mistake.

**Who it is for:** A developer or operations lead preparing a batch of GPT Image prompts from the library.

**The problem:** Prompts with unreplaced placeholders make the model draw the token as text, which wastes a run and can ship a bad image.

**The outcome:** A list of every prompt that still contains a curly-brace or bracketed-capital token, so each one can be filled before generation.

### Steps

1. Open `data/prompts.json` in a JSON-capable tool.
2. Search each prompt body for curly-brace tokens and bracketed capitals such as [BRAND NAME]. (inferred, check the README)
3. Count the matches and compare them with the README figures of 56 curly-brace and 18 bracketed-capital prompts.
4. List the prompt IDs that still need values.
5. Fill those values before adding the prompts to a generation queue.

### Prompt to paste into your agent

```text
Read data/prompts.json in the awesome-gpt-image-2-5-prompts repo and list every prompt whose body contains a curly-brace token or a bracketed-capital placeholder, grouped by use case. Return the IDs and the tokens found for <use case filter>. Verify that the counts are 56 curly-brace prompts and 18 bracketed-capital prompts when run on the full file.
```

### Caveat

The README gives the placeholder counts, but the exact fields in the JSON may differ, so confirm the counts against the file before relying on them.

Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/

URL: https://dedupedai.com/use-cases/youart-open-source-awesome-gpt-image-2-5-prompts/audit-placeholders-before-batch-run/
